{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys \n",
    "from os import getcwd, path\n",
    "sys.path.append(path.dirname(getcwd()))\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "\n",
    "from utils.paper import mann_whitney_hyper_label_printer, survival_hyper_label_printer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'dataframe_hash': 6797089423601767780,\n",
      " 'provenance_file_summary': {u'cohorts': u'0.4.0+3.gda968fb',\n",
      "                             u'isovar': u'0.0.6',\n",
      "                             u'mhctools': u'0.3.0',\n",
      "                             u'numpy': u'1.11.1',\n",
      "                             u'pandas': u'0.18.1',\n",
      "                             u'pyensembl': u'1.0.3',\n",
      "                             u'scipy': u'0.18.1',\n",
      "                             u'topiary': u'0.1.0',\n",
      "                             u'varcode': u'0.5.10'}}\n",
      "inner join with pdl1: 26 to 26 rows\n"
     ]
    }
   ],
   "source": [
    "from utils import data as data_utils\n",
    "from utils.data import patient_id_to_str\n",
    "from cohorts.functions import missense_snv_count\n",
    "cohort = data_utils.init_cohort(normalized_per_mb=False, exclude_patient_ids=set(), only_patients_with_bams=True)\n",
    "cohort_df = cohort.as_dataframe(on=missense_snv_count, join_with=['pdl1'])\n",
    "cohort_df['Benefit'] = cohort_df['is_benefit']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>NAME</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>StromalScore</th>\n",
       "      <th>ImmuneScore</th>\n",
       "      <th>ESTIMATEScore</th>\n",
       "      <th>IC Level</th>\n",
       "      <th>missense_snv_count</th>\n",
       "      <th>benefit</th>\n",
       "      <th>os</th>\n",
       "      <th>deceased</th>\n",
       "      <th>pfs</th>\n",
       "      <th>progressed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5122</td>\n",
       "      <td>-627.372333</td>\n",
       "      <td>-1195.083792</td>\n",
       "      <td>-1822.456125</td>\n",
       "      <td>IC2</td>\n",
       "      <td>216</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>False</td>\n",
       "      <td>565</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>9517</td>\n",
       "      <td>-1351.956417</td>\n",
       "      <td>-1100.777575</td>\n",
       "      <td>-2452.733991</td>\n",
       "      <td>IC0</td>\n",
       "      <td>149</td>\n",
       "      <td>False</td>\n",
       "      <td>331</td>\n",
       "      <td>True</td>\n",
       "      <td>121</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4072</td>\n",
       "      <td>-691.832525</td>\n",
       "      <td>-915.472805</td>\n",
       "      <td>-1607.305331</td>\n",
       "      <td>IC1</td>\n",
       "      <td>30</td>\n",
       "      <td>False</td>\n",
       "      <td>629</td>\n",
       "      <td>False</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0040</td>\n",
       "      <td>-325.582194</td>\n",
       "      <td>-498.443472</td>\n",
       "      <td>-824.025666</td>\n",
       "      <td>IC0</td>\n",
       "      <td>540</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>True</td>\n",
       "      <td>20</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9723</td>\n",
       "      <td>752.954563</td>\n",
       "      <td>-275.131547</td>\n",
       "      <td>477.823016</td>\n",
       "      <td>IC2</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>22</td>\n",
       "      <td>True</td>\n",
       "      <td>19</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5037</td>\n",
       "      <td>-106.978567</td>\n",
       "      <td>-252.732791</td>\n",
       "      <td>-359.711358</td>\n",
       "      <td>IC2</td>\n",
       "      <td>601</td>\n",
       "      <td>True</td>\n",
       "      <td>610</td>\n",
       "      <td>False</td>\n",
       "      <td>561</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>7729</td>\n",
       "      <td>821.256094</td>\n",
       "      <td>-244.377864</td>\n",
       "      <td>576.878230</td>\n",
       "      <td>IC1</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>354</td>\n",
       "      <td>True</td>\n",
       "      <td>60</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0471</td>\n",
       "      <td>546.001667</td>\n",
       "      <td>-206.989483</td>\n",
       "      <td>339.012184</td>\n",
       "      <td>IC0</td>\n",
       "      <td>198</td>\n",
       "      <td>False</td>\n",
       "      <td>329</td>\n",
       "      <td>True</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1249</td>\n",
       "      <td>845.006382</td>\n",
       "      <td>-121.739941</td>\n",
       "      <td>723.266441</td>\n",
       "      <td>IC2</td>\n",
       "      <td>218</td>\n",
       "      <td>False</td>\n",
       "      <td>54</td>\n",
       "      <td>True</td>\n",
       "      <td>41</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5338</td>\n",
       "      <td>1439.896415</td>\n",
       "      <td>92.901210</td>\n",
       "      <td>1532.797625</td>\n",
       "      <td>IC1</td>\n",
       "      <td>26</td>\n",
       "      <td>False</td>\n",
       "      <td>266</td>\n",
       "      <td>True</td>\n",
       "      <td>67</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6800</td>\n",
       "      <td>-259.715665</td>\n",
       "      <td>145.498435</td>\n",
       "      <td>-114.217230</td>\n",
       "      <td>IC1</td>\n",
       "      <td>172</td>\n",
       "      <td>True</td>\n",
       "      <td>651</td>\n",
       "      <td>False</td>\n",
       "      <td>650</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2937</td>\n",
       "      <td>173.573146</td>\n",
       "      <td>263.487950</td>\n",
       "      <td>437.061096</td>\n",
       "      <td>IC2</td>\n",
       "      <td>372</td>\n",
       "      <td>False</td>\n",
       "      <td>44</td>\n",
       "      <td>True</td>\n",
       "      <td>37</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3529</td>\n",
       "      <td>834.311493</td>\n",
       "      <td>352.212848</td>\n",
       "      <td>1186.524341</td>\n",
       "      <td>IC1</td>\n",
       "      <td>143</td>\n",
       "      <td>False</td>\n",
       "      <td>182</td>\n",
       "      <td>True</td>\n",
       "      <td>64</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>9881</td>\n",
       "      <td>1577.262802</td>\n",
       "      <td>449.367230</td>\n",
       "      <td>2026.630032</td>\n",
       "      <td>IC1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "      <td>True</td>\n",
       "      <td>84</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6229</td>\n",
       "      <td>1256.885560</td>\n",
       "      <td>459.495887</td>\n",
       "      <td>1716.381447</td>\n",
       "      <td>IC1</td>\n",
       "      <td>46</td>\n",
       "      <td>True</td>\n",
       "      <td>652</td>\n",
       "      <td>False</td>\n",
       "      <td>252</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>8728</td>\n",
       "      <td>1296.038486</td>\n",
       "      <td>564.093924</td>\n",
       "      <td>1860.132410</td>\n",
       "      <td>IC1</td>\n",
       "      <td>10</td>\n",
       "      <td>False</td>\n",
       "      <td>546</td>\n",
       "      <td>True</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1994</td>\n",
       "      <td>1676.840601</td>\n",
       "      <td>600.727385</td>\n",
       "      <td>2277.567986</td>\n",
       "      <td>IC0</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>403</td>\n",
       "      <td>True</td>\n",
       "      <td>121</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6428</td>\n",
       "      <td>1825.948126</td>\n",
       "      <td>667.280185</td>\n",
       "      <td>2493.228312</td>\n",
       "      <td>IC1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>163</td>\n",
       "      <td>True</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2278</td>\n",
       "      <td>1412.471918</td>\n",
       "      <td>764.367980</td>\n",
       "      <td>2176.839898</td>\n",
       "      <td>IC1</td>\n",
       "      <td>14</td>\n",
       "      <td>True</td>\n",
       "      <td>702</td>\n",
       "      <td>False</td>\n",
       "      <td>655</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2131</td>\n",
       "      <td>-302.713545</td>\n",
       "      <td>853.209767</td>\n",
       "      <td>550.496222</td>\n",
       "      <td>IC2</td>\n",
       "      <td>412</td>\n",
       "      <td>True</td>\n",
       "      <td>630</td>\n",
       "      <td>False</td>\n",
       "      <td>560</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1849</td>\n",
       "      <td>371.051443</td>\n",
       "      <td>861.602249</td>\n",
       "      <td>1232.653693</td>\n",
       "      <td>IC2</td>\n",
       "      <td>180</td>\n",
       "      <td>True</td>\n",
       "      <td>468</td>\n",
       "      <td>True</td>\n",
       "      <td>265</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1233</td>\n",
       "      <td>1331.876399</td>\n",
       "      <td>1154.810349</td>\n",
       "      <td>2486.686747</td>\n",
       "      <td>IC2</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>724</td>\n",
       "      <td>False</td>\n",
       "      <td>398</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0522</td>\n",
       "      <td>223.472910</td>\n",
       "      <td>1406.418860</td>\n",
       "      <td>1629.891770</td>\n",
       "      <td>IC1</td>\n",
       "      <td>23</td>\n",
       "      <td>False</td>\n",
       "      <td>76</td>\n",
       "      <td>True</td>\n",
       "      <td>58</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7577</td>\n",
       "      <td>1393.563172</td>\n",
       "      <td>1431.714826</td>\n",
       "      <td>2825.277997</td>\n",
       "      <td>IC2</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>117</td>\n",
       "      <td>True</td>\n",
       "      <td>60</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2389</td>\n",
       "      <td>693.413812</td>\n",
       "      <td>1509.648352</td>\n",
       "      <td>2203.062163</td>\n",
       "      <td>IC2</td>\n",
       "      <td>57</td>\n",
       "      <td>True</td>\n",
       "      <td>651</td>\n",
       "      <td>False</td>\n",
       "      <td>646</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2849</td>\n",
       "      <td>1107.363514</td>\n",
       "      <td>1734.275351</td>\n",
       "      <td>2841.638865</td>\n",
       "      <td>IC1</td>\n",
       "      <td>304</td>\n",
       "      <td>False</td>\n",
       "      <td>586</td>\n",
       "      <td>True</td>\n",
       "      <td>75</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "NAME patient_id  StromalScore  ImmuneScore  ESTIMATEScore IC Level  \\\n",
       "15         5122   -627.372333 -1195.083792   -1822.456125      IC2   \n",
       "23         9517  -1351.956417 -1100.777575   -2452.733991      IC0   \n",
       "13         4072   -691.832525  -915.472805   -1607.305331      IC1   \n",
       "0          0040   -325.582194  -498.443472    -824.025666      IC0   \n",
       "24         9723    752.954563  -275.131547     477.823016      IC2   \n",
       "14         5037   -106.978567  -252.732791    -359.711358      IC2   \n",
       "21         7729    821.256094  -244.377864     576.878230      IC1   \n",
       "1          0471    546.001667  -206.989483     339.012184      IC0   \n",
       "4          1249    845.006382  -121.739941     723.266441      IC2   \n",
       "16         5338   1439.896415    92.901210    1532.797625      IC1   \n",
       "19         6800   -259.715665   145.498435    -114.217230      IC1   \n",
       "11         2937    173.573146   263.487950     437.061096      IC2   \n",
       "12         3529    834.311493   352.212848    1186.524341      IC1   \n",
       "25         9881   1577.262802   449.367230    2026.630032      IC1   \n",
       "17         6229   1256.885560   459.495887    1716.381447      IC1   \n",
       "22         8728   1296.038486   564.093924    1860.132410      IC1   \n",
       "6          1994   1676.840601   600.727385    2277.567986      IC0   \n",
       "18         6428   1825.948126   667.280185    2493.228312      IC1   \n",
       "8          2278   1412.471918   764.367980    2176.839898      IC1   \n",
       "7          2131   -302.713545   853.209767     550.496222      IC2   \n",
       "5          1849    371.051443   861.602249    1232.653693      IC2   \n",
       "3          1233   1331.876399  1154.810349    2486.686747      IC2   \n",
       "2          0522    223.472910  1406.418860    1629.891770      IC1   \n",
       "20         7577   1393.563172  1431.714826    2825.277997      IC2   \n",
       "9          2389    693.413812  1509.648352    2203.062163      IC2   \n",
       "10         2849   1107.363514  1734.275351    2841.638865      IC1   \n",
       "\n",
       "NAME  missense_snv_count benefit   os deceased  pfs progressed  \n",
       "15                   216    True  700    False  565      False  \n",
       "23                   149   False  331     True  121       True  \n",
       "13                    30   False  629    False   61       True  \n",
       "0                    540   False   24     True   20       True  \n",
       "24                     5   False   22     True   19       True  \n",
       "14                   601    True  610    False  561      False  \n",
       "21                     4   False  354     True   60       True  \n",
       "1                    198   False  329     True   61       True  \n",
       "4                    218   False   54     True   41       True  \n",
       "16                    26   False  266     True   67       True  \n",
       "19                   172    True  651    False  650      False  \n",
       "11                   372   False   44     True   37       True  \n",
       "12                   143   False  182     True   64       True  \n",
       "25                     1   False  318     True   84       True  \n",
       "17                    46    True  652    False  252       True  \n",
       "22                    10   False  546     True   61       True  \n",
       "6                      3   False  403     True  121       True  \n",
       "18                     1   False  163     True   61       True  \n",
       "8                     14    True  702    False  655      False  \n",
       "7                    412    True  630    False  560      False  \n",
       "5                    180    True  468     True  265       True  \n",
       "3                      2    True  724    False  398       True  \n",
       "2                     23   False   76     True   58       True  \n",
       "20                     2   False  117     True   60       True  \n",
       "9                     57    True  651    False  646      False  \n",
       "10                   304   False  586     True   75       True  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimate_data = pd.read_csv('../estimate-output.gct',\n",
    "                            skiprows=2,\n",
    "                            dtype = {0: str}, \n",
    "                            sep='\\t', \n",
    "                            index_col=0).drop('Description', axis=1)\n",
    "estimate_data.columns = [col[1:] for col in estimate_data.columns]\n",
    "estimate_data = estimate_data.T.reset_index()\n",
    "estimate_data.rename(columns = {'index' : 'patient_id'}, inplace=True)\n",
    "estimate_data['patient_id'] = estimate_data['patient_id'].map(patient_id_to_str)\n",
    "\n",
    "data = estimate_data.merge(cohort_df[['patient_id', \n",
    "                                      'IC Level', \n",
    "                                      'missense_snv_count', \n",
    "                                      'benefit', \n",
    "                                      'os', \n",
    "                                      'deceased', \n",
    "                                      'pfs', \n",
    "                                      'progressed',\n",
    "                                     ]])\n",
    "data.sort_values('ImmuneScore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "immune_scores = dict(\n",
    "    zip(\n",
    "        estimate_data.patient_id.astype(str),\n",
    "        estimate_data.ImmuneScore\n",
    "    )\n",
    ")\n",
    "\n",
    "\n",
    "stromal_scores = dict(\n",
    "    zip(\n",
    "        estimate_data.patient_id.astype(str),\n",
    "        estimate_data.StromalScore\n",
    "    )\n",
    ")\n",
    "\n",
    "def ImmuneScore(row):\n",
    "    return immune_scores[row['patient_id']]\n",
    "\n",
    "def StromalScore(row):\n",
    "    return immune_scores[row['patient_id']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# no condition 9\n",
      "# with condition 17\n",
      "{{{estimate_immune_score_curve_plot}}}\n",
      "{{{estimate_immune_score_curve_logrank:n=26, log-rank p=0.39}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAGOCAYAAAC0fSVgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6ef7bb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = cohort.plot_survival(ImmuneScore, threshold=0, how='pfs')\n",
    "survival_hyper_label_printer(results, \"estimate_immune_score_curve\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mann-Whitney test: U=95.0, p-value=0.331975467083 (two-sided)\n",
      "{{{estimate_immune_score_plot}}}\n",
      "{{{estimate_immune_score_benefit:764.37 (range -1195.08-1509.65)}}}\n",
      "{{{estimate_immune_score_no_benefit:263.49 (range -1100.78-1734.28)}}}\n",
      "{{{estimate_immune_score_mw:n=26, Mann-Whitney p=0.33}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGLCAYAAACflHYfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a70721c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = cohort.plot_benefit(ImmuneScore)\n",
    "mann_whitney_hyper_label_printer(results, \"estimate_immune_score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mann-Whitney test: U=95.0, p-value=0.331975467083 (two-sided)\n",
      "{{{estimate_stromal_score_plot}}}\n",
      "{{{estimate_stromal_score_benefit:764.37 (range -1195.08-1509.65)}}}\n",
      "{{{estimate_stromal_score_no_benefit:263.49 (range -1100.78-1734.28)}}}\n",
      "{{{estimate_stromal_score_mw:n=26, Mann-Whitney p=0.33}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGLCAYAAACflHYfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6ff20e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = cohort.plot_benefit(StromalScore)\n",
    "mann_whitney_hyper_label_printer(results, \"estimate_stromal_score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tavi/miniconda2/lib/python2.7/site-packages/seaborn/categorical.py:3304: UserWarning: The `x_order` parameter has been renamed `order`\n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{{{estimate_pdl1_plot}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQoAAAEICAYAAACnA7rCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a708b86d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.factorplot(\n",
    "    data=data,\n",
    "    x='IC Level',\n",
    "    y='ImmuneScore',\n",
    "    kind='box',\n",
    "    x_order = ['IC0', 'IC1', 'IC2']\n",
    ")\n",
    "print(\"{{{estimate_pdl1_plot}}}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f7a70729890>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAEICAYAAAAJNaxDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8oR+iAl5sAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a702a6750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Response'] = data['benefit'].map(lambda b: cohort.benefit_plot_name if b else 'No ' + cohort.benefit_plot_name)\n",
    "\n",
    "sb.factorplot(\n",
    "    data=data,\n",
    "    hue='Response',\n",
    "    x='IC Level',\n",
    "    y='ImmuneScore',\n",
    "    kind='box',\n",
    "    x_order = ['IC0', 'IC1', 'IC2']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inner join with tcr_tumor: 26 to 24 rows\n",
      "inner join with pdl1: 24 to 24 rows\n",
      "inner join with cibersort: 24 to 24 rows\n",
      "inner join with tcr_tumor: 26 to 24 rows\n",
      "inner join with pdl1: 24 to 24 rows\n",
      "inner join with cibersort: 24 to 24 rows\n",
      "{'dataframe_hash': -5223459372681946527,\n",
      " 'provenance_file_summary': {u'cohorts': u'0.4.0+3.gda968fb',\n",
      "                             u'isovar': u'0.0.6',\n",
      "                             u'mhctools': u'0.3.0',\n",
      "                             u'numpy': u'1.11.1',\n",
      "                             u'pandas': u'0.18.1',\n",
      "                             u'pyensembl': u'1.0.3',\n",
      "                             u'scipy': u'0.18.1',\n",
      "                             u'topiary': u'0.1.0',\n",
      "                             u'varcode': u'0.5.10'}}\n",
      "inner join with tcr_tumor: 26 to 24 rows\n",
      "inner join with pdl1: 24 to 24 rows\n",
      "inner join with cibersort: 24 to 24 rows\n"
     ]
    }
   ],
   "source": [
    "tcr_cohort = data_utils.init_cohort(join_with=['pdl1', 'tcr_tumor', 'cibersort'], exclude_patient_ids=set(), only_patients_with_bams=True)\n",
    "tcr_df = tcr_cohort.as_dataframe().merge(estimate_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.stats import spearmanr, pearsonr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inner join with tcr_tumor: 26 to 24 rows\n",
      "inner join with pdl1: 24 to 24 rows\n",
      "inner join with cibersort: 24 to 24 rows\n",
      "{{{estimate_tcellfraction_plot}}}\n",
      "{{{estimate_tcellfraction_spearmanr:n=24, Spearman rho=0.47 p=0.022}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAGZCAYAAADGqEVGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nF3FEJXYQW8sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6eec6910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils.paper import spearmanr_hyper_label_printer\n",
    "results = tcr_cohort.plot_correlation({\"TIL Proportion\": lambda row: \n",
    "                                                 row[\"T-cell fraction\"],\n",
    "                                    'ImmuneScore': ImmuneScore},\n",
    "                                    plot_type=\"jointplot\",\n",
    "                                    x_col=\"ImmuneScore\",\n",
    "                                    show_stat_func=False,\n",
    "                                    stat_func=spearmanr)\n",
    "\n",
    "spearmanr_hyper_label_printer(results, label=\"estimate_tcellfraction\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBUAAAFQCAYAAADgLEZ/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCM26AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a703125d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'ImmuneScore',\n",
    "    col = 'IC Level'\n",
    "    \n",
    ")\n",
    "plt.ylim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUUAAAFQCAYAAAAob2x1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ0mREELsUFIkhBA7/w8/OvOFpPEaxQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a70417ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcr_df['CIBERSORT Sig'] = tcr_df['P-value'] < .05\n",
    "sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'T cells CD8',\n",
    "    \n",
    ")\n",
    "plt.ylim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tcell_columns = [col for col in tcr_df if col.startswith('T cells')]\n",
    "tcell_cd_columns = [col for col in tcr_df if col.startswith('T cells CD')]\n",
    "tcr_df['CIBERSORT T-cell fraction'] = tcr_df[tcell_columns].sum(axis=1)\n",
    "tcr_df['CIBERSORT T-cell CD8/CD4 fraction'] = tcr_df[tcell_cd_columns].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq0AAAFQCAYAAACVuEfxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6e5ed410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcr_df['CIBERSORT Sig'] = tcr_df['P-value'] < .05\n",
    "sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'T cells CD8',\n",
    "    col='CIBERSORT Sig'\n",
    "    \n",
    ")\n",
    "plt.ylim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATsAAAFQCAYAAADA79leAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6d63f950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'CIBERSORT T-cell fraction',\n",
    "    \n",
    ")\n",
    "plt.ylim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq0AAAFQCAYAAACVuEfxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLo+SVkIIIYQQ4vIoaSWEEEIIIS7v/wEBQz1vPLyCpwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6f284350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcr_df['CIBERSORT Sig'] = tcr_df['P-value'] < .05\n",
    "p = sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'CIBERSORT T-cell fraction',\n",
    "    col='CIBERSORT Sig',\n",
    "    \n",
    ")\n",
    "sb.plt.ylim(0,1)\n",
    "sb.plt.xlim(0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArIAAAFQCAYAAABDHZ2UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6d96fad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcr_df['CIBERSORT Sig'] = tcr_df['P-value'] < .05\n",
    "sb.lmplot(\n",
    "    data = tcr_df,\n",
    "    y = 'T-cell fraction',\n",
    "    x = 'CIBERSORT T-cell CD8/CD4 fraction',\n",
    "    col='CIBERSORT Sig'\n",
    ")\n",
    "\n",
    "sb.plt.ylim(0,1)\n",
    "sb.plt.xlim(0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cibersort = tcr_df[tcr_df['CIBERSORT Sig']]\n",
    "len(cibersort)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from cohorts.survival import plot_kmf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzUAAAJSCAYAAAD6auu6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6d7367d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cibersort_columns = cibersort.columns[-34:-12]\n",
    "p = sb.clustermap(cibersort[cibersort_columns].T)\n",
    "r = plt.setp(p.ax_heatmap.yaxis.get_majorticklabels(), rotation=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# no condition 4\n",
      "# with condition 4\n",
      "Results\n",
      "   df: 1\n",
      "   alpha: 0.95\n",
      "   t 0: -1\n",
      "   test: logrank\n",
      "   null distribution: chi squared\n",
      "\n",
      "   __ p-value ___|__ test statistic __|____ test result ____|__ is significant __\n",
      "         0.00673 |              7.344 |      Reject Null    |        True       \n",
      "{{{cibersort_macrophages_pfs_plot}}}\n",
      "{{{cibersort_macrophages_pfs_logrank:n=8, log-rank p=0.0067}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAGOCAYAAACaOATyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6fcc4390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "how = 'pfs'\n",
    "results = plot_kmf(\n",
    "            df=cibersort,\n",
    "            condition_col='Macrophages M0',\n",
    "            xlabel=\"Overall Survival\" if how == \"os\" else \"Progression-Free Survival\",\n",
    "            censor_col=\"deceased\" if how == \"os\" else \"progressed_or_deceased\",\n",
    "            survival_col=how,\n",
    "            threshold='median')\n",
    "results.print_summary()\n",
    "survival_hyper_label_printer(results, \"cibersort_macrophages_pfs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# no condition 4\n",
      "# with condition 4\n",
      "{{{cibersort_macrophages_os_plot}}}\n",
      "{{{cibersort_macrophages_os_logrank:n=8, log-rank p=0.0067}}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAGOCAYAAACT06SIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMBiIiEjAYCAiIgGDgYiIBP8PSXpyYeIcOFcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7a6ec35090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "how = 'os'\n",
    "results = plot_kmf(\n",
    "            df=cibersort,\n",
    "            condition_col='Macrophages M0',\n",
    "            xlabel=\"Overall Survival\" if how == \"os\" else \"Progression-Free Survival\",\n",
    "            censor_col=\"deceased\" if how == \"os\" else \"progressed_or_deceased\",\n",
    "            survival_col=how,\n",
    "            threshold='median')\n",
    "survival_hyper_label_printer(results, \"cibersort_macrophages_os\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
